{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "e18eff8c",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-07-19T07:53:15.296720Z",
     "iopub.status.busy": "2022-07-19T07:53:15.296321Z",
     "iopub.status.idle": "2022-07-19T07:53:16.360958Z",
     "shell.execute_reply": "2022-07-19T07:53:16.359883Z"
    },
    "papermill": {
     "duration": 1.072,
     "end_time": "2022-07-19T07:53:16.363619",
     "exception": false,
     "start_time": "2022-07-19T07:53:15.291619",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from sklearn.linear_model import Ridge\n",
    "from sklearn.model_selection import train_test_split\n",
    "\n",
    "from tspiral.forecasting import *"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "8dbae098",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-07-19T07:53:16.372421Z",
     "iopub.status.busy": "2022-07-19T07:53:16.371665Z",
     "iopub.status.idle": "2022-07-19T07:53:16.667000Z",
     "shell.execute_reply": "2022-07-19T07:53:16.665811Z"
    },
    "papermill": {
     "duration": 0.303214,
     "end_time": "2022-07-19T07:53:16.670285",
     "exception": false,
     "start_time": "2022-07-19T07:53:16.367071",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "### SYNTETIC DATA GENERATION ###\n",
    "\n",
    "timesteps = 2_000\n",
    "e = np.random.normal(0,1, (timesteps,))\n",
    "X = np.zeros((timesteps,1))\n",
    "y = 2*np.sin(np.arange(timesteps)*(2*np.pi/24))+e\n",
    "\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, shuffle=False)\n",
    "\n",
    "train_range = range(0,len(y_train))\n",
    "test_range = range(len(y_train),len(y_train)+len(y_test))\n",
    "\n",
    "plt.figure(figsize=(16,6))\n",
    "plt.plot(train_range, y_train, c='blue', label='train')\n",
    "plt.plot(test_range, y_test, c='orange', label='test')\n",
    "plt.legend(); plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "dd82aba1",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-07-19T07:53:16.681787Z",
     "iopub.status.busy": "2022-07-19T07:53:16.681113Z",
     "iopub.status.idle": "2022-07-19T07:53:17.024194Z",
     "shell.execute_reply": "2022-07-19T07:53:17.023073Z"
    },
    "papermill": {
     "duration": 0.352291,
     "end_time": "2022-07-19T07:53:17.027220",
     "exception": false,
     "start_time": "2022-07-19T07:53:16.674929",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "### RECURSIVE FORECASTING ###\n",
    "\n",
    "model = ForecastingCascade(\n",
    "    Ridge(),\n",
    "    lags=range(1,24+1),\n",
    "    groups=[0],\n",
    ")\n",
    "model.fit(X_train, y_train)\n",
    "y_pred_recursive = model.predict(X_test)\n",
    "\n",
    "plt.figure(figsize=(12,5))\n",
    "plt.plot(test_range, y_test, c='orange', label='test')\n",
    "plt.plot(test_range, y_pred_recursive, c='red', label='recursive preds')\n",
    "plt.legend(); plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "2d80a49c",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-07-19T07:53:17.040579Z",
     "iopub.status.busy": "2022-07-19T07:53:17.040229Z",
     "iopub.status.idle": "2022-07-19T07:53:17.442668Z",
     "shell.execute_reply": "2022-07-19T07:53:17.441469Z"
    },
    "papermill": {
     "duration": 0.412392,
     "end_time": "2022-07-19T07:53:17.445486",
     "exception": false,
     "start_time": "2022-07-19T07:53:17.033094",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "### STACKED FORECASTING ###\n",
    "\n",
    "model = ForecastingStacked(\n",
    "    Ridge(),\n",
    "    final_estimator=Ridge(),\n",
    "    test_size=len(y_test),\n",
    "    lags=range(1,24+1),\n",
    "    groups=[0],\n",
    ")\n",
    "model.fit(X_train, y_train)\n",
    "y_pred_stack = model.predict(X_test)\n",
    "\n",
    "plt.figure(figsize=(12,5))\n",
    "plt.plot(test_range, y_test, c='orange', label='test')\n",
    "plt.plot(test_range, y_pred_stack, c='red', label='stacked preds')\n",
    "plt.legend(); plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "8155ced4",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-07-19T07:53:17.461730Z",
     "iopub.status.busy": "2022-07-19T07:53:17.460896Z",
     "iopub.status.idle": "2022-07-19T07:53:18.710325Z",
     "shell.execute_reply": "2022-07-19T07:53:18.709120Z"
    },
    "papermill": {
     "duration": 1.260461,
     "end_time": "2022-07-19T07:53:18.713209",
     "exception": false,
     "start_time": "2022-07-19T07:53:17.452748",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "### DIRECT FORECASTING ###\n",
    "\n",
    "model = ForecastingChain(\n",
    "    Ridge(),\n",
    "    n_estimators=len(y_test),\n",
    "    lags=range(1,24+1),\n",
    "    groups=[0],\n",
    ")\n",
    "model.fit(X_train, y_train)\n",
    "y_pred_direct = model.predict(X_test)\n",
    "\n",
    "plt.figure(figsize=(12,5))\n",
    "plt.plot(test_range, y_test, c='orange', label='test')\n",
    "plt.plot(test_range, y_pred_direct, c='red', label='direct preds')\n",
    "plt.legend(); plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "98f826cf",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-07-19T07:53:18.732216Z",
     "iopub.status.busy": "2022-07-19T07:53:18.731796Z",
     "iopub.status.idle": "2022-07-19T07:53:30.131493Z",
     "shell.execute_reply": "2022-07-19T07:53:30.130250Z"
    },
    "papermill": {
     "duration": 11.412512,
     "end_time": "2022-07-19T07:53:30.134399",
     "exception": false,
     "start_time": "2022-07-19T07:53:18.721887",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "### RECTIFIED FORECASTING ###\n",
    "\n",
    "model = ForecastingRectified(\n",
    "    Ridge(),\n",
    "    final_estimator=Ridge(),\n",
    "    n_estimators=150,\n",
    "    test_size=len(y_test),\n",
    "    lags=range(1,24+1),\n",
    "    groups=[0],\n",
    ")\n",
    "model.fit(X_train, y_train)\n",
    "y_pred_rect = model.predict(X_test)\n",
    "\n",
    "plt.figure(figsize=(12,5))\n",
    "plt.plot(test_range, y_test, c='orange', label='test')\n",
    "plt.plot(test_range, y_pred_rect, c='red', label='rectified preds')\n",
    "plt.legend(); plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "general",
   "language": "python",
   "name": "general"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.3"
  },
  "papermill": {
   "default_parameters": {},
   "duration": 38.877441,
   "end_time": "2022-07-19T07:53:30.865998",
   "environment_variables": {},
   "exception": null,
   "input_path": "__notebook__.ipynb",
   "output_path": "__notebook__.ipynb",
   "parameters": {},
   "start_time": "2022-07-19T07:52:51.988557",
   "version": "2.3.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
